{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,11,4]],"date-time":"2025-11-04T23:51:40Z","timestamp":1762300300264,"version":"build-2065373602"},"reference-count":55,"publisher":"MDPI AG","issue":"2","license":[{"start":{"date-parts":[[2023,2,9]],"date-time":"2023-02-09T00:00:00Z","timestamp":1675900800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100001871","name":"Aga Khan Development Network (AKDN) and Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia, I.P. (FCT)","doi-asserted-by":"publisher","award":["SFRH\/BD\/147875\/2019"],"award-info":[{"award-number":["SFRH\/BD\/147875\/2019"]}],"id":[{"id":"10.13039\/501100001871","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Diversity"],"abstract":"<jats:p>Mangroves and seagrasses present with high marine macroinvertebrate biodiversity that contributes to their structure and functioning. Macroinvertebrates possess a broad range of functional traits, making them excellent models for biodiversity and available-trait-based studies. This study aimed to characterize the biodiversity of marine macroinvertebrates as two different ecosystems situated along the coastline of Maputo Bay by compiling dispersed data from online databases. Specifically, this study addressed species richness, taxonomic and functional diversity based on two traits (habitat occupation and trophic guild), and the community structure of these traits. Mangroves presented with a higher species richness and taxonomic diversity than seagrasses. The functional diversity of mangroves was mostly explained by the trophic guild trait. In the case of seagrasses, functional diversity was mostly due to differences in habitat occupation in the 20th century, but the trophic guild accounted for this functional diversity from 2000 onwards. The comparison of community compositions between the two ecosystems showed low or no similarity. The use of digital databases revealed some limitations, mostly regarding the sampling methods and individual counts. The trends and data gaps presented in this study can be further used to inform subsequent systematic data acquisition and support the development of future research. A further step that may be taken to improve the use of digital data in future biodiversity studies is to fully incorporate functional traits, abundance and sampling methods into online databases.<\/jats:p>","DOI":"10.3390\/d15020242","type":"journal-article","created":{"date-parts":[[2023,2,9]],"date-time":"2023-02-09T01:59:43Z","timestamp":1675907983000},"page":"242","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":1,"title":["Catching the Drift of Marine Invertebrate Diversity through Digital Repositories\u2014A Case Study of the Mangroves and Seagrasses of Maputo Bay, Mozambique"],"prefix":"10.3390","volume":"15","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-9790-0272","authenticated-orcid":false,"given":"Marta","family":"Bento","sequence":"first","affiliation":[{"name":"Departamento de Biologia Animal, Faculdade de Ci\u00eancias, Universidade de Lisboa, Campo Grande, 1749-016 Lisboa, Portugal"},{"name":"MARE\u2014Marine and Environmental Sciences Centre\/ARNET\u2014Aquatic Research Network, Faculdade de Ci\u00eancias, Universidade de Lisboa, Campo Grande, 1749-016 Lisboa, Portugal"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8409-0821","authenticated-orcid":false,"given":"Jos\u00e9","family":"Paula","sequence":"additional","affiliation":[{"name":"Departamento de Biologia Animal, Faculdade de Ci\u00eancias, Universidade de Lisboa, Campo Grande, 1749-016 Lisboa, Portugal"},{"name":"MARE\u2014Marine and Environmental Sciences Centre\/ARNET\u2014Aquatic Research Network, Faculdade de Ci\u00eancias, Universidade de Lisboa, Campo Grande, 1749-016 Lisboa, Portugal"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-2889-4523","authenticated-orcid":false,"given":"Salom\u00e3o","family":"Bandeira","sequence":"additional","affiliation":[{"name":"Departamento de Ci\u00eancias Biol\u00f3gicas, Faculdade de Ci\u00eancias, Universidade Eduardo Mondlane, Maputo 1100, Mozambique"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4999-0477","authenticated-orcid":false,"given":"Alexandra Mar\u00e7al","family":"Correia","sequence":"additional","affiliation":[{"name":"Departamento de Biologia Animal, Faculdade de Ci\u00eancias, Universidade de Lisboa, Campo Grande, 1749-016 Lisboa, Portugal"},{"name":"MARE\u2014Marine and Environmental Sciences Centre\/ARNET\u2014Aquatic Research Network, Faculdade de Ci\u00eancias, Universidade de Lisboa, Campo Grande, 1749-016 Lisboa, Portugal"}]}],"member":"1968","published-online":{"date-parts":[[2023,2,9]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","unstructured":"Lefcheck, J.S., Marion, S.R., Lombana, A.V., and Orth, R.J. (2016). Faunal Communities Are Invariant to Fragmentation in Experimental Seagrass Landscapes. PLoS ONE, 11.","DOI":"10.7287\/peerj.preprints.1823v1"},{"key":"ref_2","doi-asserted-by":"crossref","first-page":"13298","DOI":"10.1038\/s41598-018-31683-0","article-title":"Impact of Mangrove Forests Degradation on Biodiversity and Ecosystem Functioning","volume":"8","author":"Carugati","year":"2018","journal-title":"Sci. Rep."},{"key":"ref_3","unstructured":"Paula, J., and Bandeira, S. (2014). The Maputo Bay Ecosystem, WIOMSA."},{"key":"ref_4","unstructured":"Paula, J., and Bandeira, S. (2014). The Maputo Bay Ecosystem, WIOMSA."},{"key":"ref_5","doi-asserted-by":"crossref","first-page":"97","DOI":"10.1016\/j.ecss.2005.07.024","article-title":"Benthic Macro-Invertebrate Community Composition within a Mangrove\/Seagrass Estuary in Northern New Zealand","volume":"66","author":"Alfaro","year":"2006","journal-title":"Estuar. Coast. Shelf Sci."},{"key":"ref_6","doi-asserted-by":"crossref","first-page":"1387","DOI":"10.1002\/esp.3745","article-title":"Ecosystem Carbon Stocks across a Tropical Intertidal Habitat Mosaic of Mangrove Forest, Seagrass Meadow, Mudflat and Sandbar","volume":"40","author":"Phang","year":"2015","journal-title":"Earth Surf. Process. Landforms"},{"key":"ref_7","doi-asserted-by":"crossref","first-page":"464","DOI":"10.1016\/j.ecss.2010.05.002","article-title":"Importance of Different Carbon Sources for Macroinvertebrates and Fishes of an Interlinked Mangrove-Mudflat Ecosystem (Tanzania)","volume":"88","author":"Kruitwagen","year":"2010","journal-title":"Estuar. Coast. Shelf Sci."},{"key":"ref_8","doi-asserted-by":"crossref","first-page":"1573","DOI":"10.1007\/s10531-021-02158-y","article-title":"Mangrove Fragments as Key Coastal Reservoirs of Taxonomic and Functional Biodiversity","volume":"30","author":"Corte","year":"2021","journal-title":"Biodivers. Conserv."},{"key":"ref_9","doi-asserted-by":"crossref","first-page":"987","DOI":"10.1641\/0006-3568(2006)56[987:AGCFSE]2.0.CO;2","article-title":"A Global Crisis for Seagrass Ecosystems","volume":"56","author":"Orth","year":"2006","journal-title":"Bioscience"},{"key":"ref_10","doi-asserted-by":"crossref","first-page":"787","DOI":"10.1126\/science.1132294","article-title":"Impacts of Biodiversity Loss on Ocean Ecosystem Services","volume":"314","author":"Worm","year":"2006","journal-title":"Science"},{"key":"ref_11","doi-asserted-by":"crossref","first-page":"739","DOI":"10.1146\/annurev.ecolsys.38.091206.095659","article-title":"Understanding the Effects of Marine Biodiversity on Communities and Ecosystems","volume":"38","author":"Stachowicz","year":"2007","journal-title":"Annu. Rev. Ecol. Evol. Syst."},{"key":"ref_12","doi-asserted-by":"crossref","first-page":"2999","DOI":"10.1111\/1365-2664.14038","article-title":"Functional Diversity of Macroinvertebrates as a Tool to Evaluate Wetland Restoration","volume":"58","author":"Coccia","year":"2021","journal-title":"J. Appl. Ecol."},{"key":"ref_13","doi-asserted-by":"crossref","first-page":"233","DOI":"10.1016\/j.ecss.2015.07.050","article-title":"Seagrass-Associated Macrobenthic Functional Diversity and Functional Structure along an Estuarine Gradient","volume":"164","author":"Barnes","year":"2015","journal-title":"Estuar. Coast. Shelf Sci."},{"key":"ref_14","doi-asserted-by":"crossref","first-page":"105500","DOI":"10.1016\/j.marenvres.2021.105500","article-title":"What Does Measuring Species Diversity in Estuarine Seagrass Systems Actually Assess?","volume":"172","author":"Barnes","year":"2021","journal-title":"Mar. Environ. Res."},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"762","DOI":"10.1071\/MF21257","article-title":"Functional Responses of Mangrove Fauna to Forest Degradation","volume":"73","author":"Barbanera","year":"2022","journal-title":"Mar. Freshw. Res."},{"key":"ref_16","doi-asserted-by":"crossref","first-page":"106272","DOI":"10.1016\/j.ecss.2019.106272","article-title":"Coastal Habitats and Their Importance for the Diversity of Benthic Communities: A Species- and Trait-Based Approach","volume":"226","author":"Henseler","year":"2019","journal-title":"Estuar. Coast. Shelf Sci."},{"key":"ref_17","doi-asserted-by":"crossref","first-page":"2323","DOI":"10.1007\/s12237-015-9967-x","article-title":"Patterns in Taxonomic and Functional Diversity of Macrobenthic Invertebrates Across Seagrass Habitats: A Case Study in Atlantic Canada","volume":"38","author":"Wong","year":"2015","journal-title":"Estuaries Coasts"},{"key":"ref_18","doi-asserted-by":"crossref","first-page":"245","DOI":"10.1016\/j.ecss.2011.11.014","article-title":"Functional Structure of Marine Benthic Assemblages Using Bio-logical Traits Analysis (BTA): A Study along the Emilia-Romagna Coastline (Italy, North-West Adriatic Sea)","volume":"96","author":"Paganelli","year":"2012","journal-title":"Estuar. Coast. Shelf Sci."},{"key":"ref_19","unstructured":"Paula, J., and Bandeira, S. (2014). The Maputo Bay Ecosystem, WIOMSA."},{"key":"ref_20","doi-asserted-by":"crossref","unstructured":"Machava-Ant\u00f3nio, V., Fernando, A., Cravo, M., Massingue, M., Lima, H., Macamo, C., Bandeira, S., and Paula, J. (2022). A Comparison of Mangrove Forest Structure and Ecosystem Services in Maputo Bay (Eastern Africa) and Pr\u00edncipe Island (Western Africa). Forests, 13.","DOI":"10.3390\/f13091466"},{"key":"ref_21","unstructured":"Paula, J., and Bandeira, S. (2014). The Maputo Bay Ecosystem, WIOMSA."},{"key":"ref_22","doi-asserted-by":"crossref","first-page":"10","DOI":"10.1016\/j.ecoinf.2013.11.002","article-title":"Spatial Bias in the GBIF Database and Its Effect on Modeling Species\u2019 Geographic Distributions","volume":"19","author":"Beck","year":"2014","journal-title":"Ecol. Inform."},{"key":"ref_23","doi-asserted-by":"crossref","first-page":"1","DOI":"10.3897\/zookeys.209.3699","article-title":"Bringing Collections out of the Dark","volume":"209","author":"Smith","year":"2012","journal-title":"Zookeys"},{"key":"ref_24","doi-asserted-by":"crossref","first-page":"e2016913118","DOI":"10.1073\/pnas.2016913118","article-title":"A Functional Analysis Reveals Extremely Low Redundancy in Global Mangrove Invertebrate Fauna","volume":"118","author":"Cannicci","year":"2021","journal-title":"Proc. Natl. Acad. Sci. USA"},{"key":"ref_25","doi-asserted-by":"crossref","first-page":"17708","DOI":"10.1038\/s41598-019-53409-6","article-title":"Projected Impacts of Climate Change on Functional Diversity of Frugivorous Birds along a Tropical Elevational Gradient","volume":"9","author":"Bender","year":"2019","journal-title":"Sci. Rep."},{"key":"ref_26","doi-asserted-by":"crossref","first-page":"739468","DOI":"10.3389\/ffgc.2021.739468","article-title":"Incongruent Spatial Distribution of Taxonomic, Phylogenetic, and Functional Diversity in Neotropical Cocosoid Palms","volume":"4","author":"Freitas","year":"2021","journal-title":"Front. For. Glob. Chang."},{"key":"ref_27","first-page":"106371","article-title":"Diversity Dimensions of Freshwater Fish Species around the World","volume":"13","author":"Guisande","year":"2021","journal-title":"J. Geogr. Inf. Syst."},{"key":"ref_28","unstructured":"Lajeunesse, A., and Fourcade, Y. (2022). Temporal Analysis of GBIF Data Reveals the Restructuring of Communities Following Climate Change. J. Anim. Ecol., 1\u201312."},{"key":"ref_29","doi-asserted-by":"crossref","first-page":"5162","DOI":"10.1038\/s41467-021-25293-0","article-title":"Extinction of Threatened Vertebrates Will Lead to Idiosyncratic Changes in Functional Diversity across the World","volume":"12","author":"Toussaint","year":"2021","journal-title":"Nat. Commun."},{"key":"ref_30","unstructured":"Paula, J., and Bandeira, S. (2014). The Maputo Bay Ecosystem, WIOMSA."},{"key":"ref_31","unstructured":"Bento, M., Niza, H., Cartaxana, A., Bandeira, S., Paula, J., and Mar\u00e7al Correia, A. A Dataset of Marine Macroinvertebrate Diversity from Mozambique and S\u00e3o Tom\u00e9 and Pr\u00edncipe, Departamento de Biologia Animal, Faculdade de Ci\u00eancias, Universidade de Lisboa. Occurrence Dataset."},{"key":"ref_32","unstructured":"Bento, M. (2023, January 22). A Dataset of Marine Macroinvertebrate Diversity from Maputo Bay, Mozambique. Available online: https:\/\/www.gbif.org\/derivedDataset\/10.15468\/dd.2qg6gj."},{"key":"ref_33","doi-asserted-by":"crossref","unstructured":"Bento, M., Niza, H., Cartaxana, A., Bandeira, S., Paula, J., and Correia, A.M. (2023). Mind the Gaps: Taxonomic, Geographic and Temporal Data of Marine Invertebrate Databases from Mozambique and S\u00e3o Tom\u00e9 and Pr\u00edncipe. Diversity, 15.","DOI":"10.3390\/d15010070"},{"key":"ref_34","doi-asserted-by":"crossref","first-page":"402","DOI":"10.1046\/j.1461-0248.2002.00339.x","article-title":"Functional Diversity (FD), Species Richness and Community Composition","volume":"5","author":"Petchey","year":"2002","journal-title":"Ecol. Lett."},{"key":"ref_35","first-page":"481","article-title":"Quantifying and Interpreting Functional Diversity of Natural Communities: Practical Considerations Matter","volume":"78","author":"Lavorel","year":"2006","journal-title":"Preslia"},{"key":"ref_36","doi-asserted-by":"crossref","first-page":"2290","DOI":"10.1890\/07-1206.1","article-title":"New Multidimensional Functional Diversity Indices for a Multifaceted Framework in Functional Ecology","volume":"89","author":"Mason","year":"2008","journal-title":"Ecology"},{"key":"ref_37","doi-asserted-by":"crossref","first-page":"741","DOI":"10.1111\/j.1461-0248.2006.00924.x","article-title":"Functional Diversity: Back to Basics and Looking Forward","volume":"9","author":"Petchey","year":"2006","journal-title":"Ecol. Lett."},{"key":"ref_38","first-page":"648","article-title":"Diversity, Taxonomic versus Functional","volume":"2","author":"Moore","year":"2013","journal-title":"Encycl. Biodivers. Second Ed."},{"key":"ref_39","doi-asserted-by":"crossref","first-page":"688","DOI":"10.1038\/163688a0","article-title":"Measurement of Diversity","volume":"163","author":"Simpson","year":"1949","journal-title":"Nature"},{"key":"ref_40","doi-asserted-by":"crossref","first-page":"24","DOI":"10.1016\/0040-5809(82)90004-1","article-title":"Diversity and Dissimilarity","volume":"21","author":"Rao","year":"1982","journal-title":"Theor. Popul. Biol."},{"key":"ref_41","doi-asserted-by":"crossref","first-page":"242","DOI":"10.1890\/0012-9658(2003)084[0242:CBOTAD]2.0.CO;2","article-title":"Consistency between Ordination Techniques and Diversity Measurements: Two Strategies for Species Occurrence Data","volume":"84","author":"Couteron","year":"2003","journal-title":"Ecology"},{"key":"ref_42","unstructured":"Shannon, C.E., and Weaver, W. (1964). The Theory of Mathematical Communication, The University of Illinois Press. [10th ed.]."},{"key":"ref_43","doi-asserted-by":"crossref","first-page":"265","DOI":"10.3354\/meps216265","article-title":"A Further Biodiversity Index Applicable to Species Lists: Variation in Taxonomic Distinctness","volume":"216","author":"Clarke","year":"2001","journal-title":"Mar. Ecol. Prog. Ser."},{"key":"ref_44","doi-asserted-by":"crossref","first-page":"523","DOI":"10.1046\/j.1365-2664.1998.3540523.x","article-title":"A Taxonomic Distinctness Index and Its Statistical Properties","volume":"35","author":"Clarke","year":"1998","journal-title":"J. Appl. Ecol."},{"key":"ref_45","unstructured":"Paula, J., Bandeira, S., Msangameno, D., and Queiroga, H. (2021). Exercises in Marine Biodiversity and Ecology\u2014A Training Manual Using the Intertidal Habitats of the WIO Region, WIOMSA."},{"key":"ref_46","unstructured":"Clarke, K.R., and Gorley, R.N. (2006). PRIMER v6: User Manual PRIMER-E, Primer-E Ldt."},{"key":"ref_47","doi-asserted-by":"crossref","unstructured":"Chitar\u00e1-Nhandimo, S., Chissico, A., Mubai, M.E., de Cabral, A.S., Guissamulo, A., and Bandeira, S. (2022). Seagrass Invertebrate Fisheries, Their Value Chains and the Role of LMMAs in Sustainability of the Coastal Communities\u2014Case of Southern Mozambique. Diversity, 14.","DOI":"10.3390\/d14030170"},{"key":"ref_48","doi-asserted-by":"crossref","first-page":"852","DOI":"10.3389\/fmars.2022.809721","article-title":"Seagrass Connectivity on the West Coast of Africa Supports the Hypothesis of Grazer-Mediated Seed Dispersal","volume":"9","author":"Tavares","year":"2022","journal-title":"Front. Mar. Sci."},{"key":"ref_49","doi-asserted-by":"crossref","unstructured":"Cheikh, M.A.S., Bandeira, S.O., Traganos, D., Poursanidis, D., and Vegh, T. (2022). Seagrasses of West Africa: New Discoveries, Distribution Limits, Ecosystem Services and Prospects for Management. Diversity, 15.","DOI":"10.3390\/d15010005"},{"key":"ref_50","doi-asserted-by":"crossref","first-page":"e03632","DOI":"10.1111\/njb.03632","article-title":"A Field Experiment Exploring Disturbance-and-Recovery, and Restoration Methodology of Zostera Capensis to Support Its Role as a Coastal Protector","volume":"2023","author":"Hollander","year":"2023","journal-title":"Nord. J. Bot."},{"key":"ref_51","doi-asserted-by":"crossref","first-page":"207","DOI":"10.1007\/s40071-019-0233-x","article-title":"How Planktonic Microcrustaceans Respond to Environment and Affect Ecosystem: A Functional Trait Perspective","volume":"11","author":"Bozelli","year":"2019","journal-title":"Int. Aquat. Res."},{"key":"ref_52","doi-asserted-by":"crossref","first-page":"41","DOI":"10.17161\/bi.v8i2.4126","article-title":"Bridging the Biodiversity Data Gaps: Recommendations to Meet Users\u2019 Data Needs","volume":"8","author":"Faith","year":"2013","journal-title":"Biodivers. Inform."},{"key":"ref_53","doi-asserted-by":"crossref","first-page":"973","DOI":"10.1111\/geb.12326","article-title":"Estimating Species Diversity and Distribution in the Era of Big Data: To What Extent Can We Trust Public Databases?","volume":"24","author":"Maldonado","year":"2015","journal-title":"Glob. Ecol. Biogeogr."},{"key":"ref_54","doi-asserted-by":"crossref","first-page":"18184","DOI":"10.1038\/s41598-019-54590-4","article-title":"Mapping Knowledge Gaps of Mozambique\u2019s Terrestrial Mammals","volume":"9","author":"Neves","year":"2019","journal-title":"Sci. Rep."},{"key":"ref_55","unstructured":"(2022, December 26). Indo-Pacific Seagrass Network (IPSN). Available online: https:\/\/indopacificseagrassnetwork.wordpress.com\/."}],"container-title":["Diversity"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/1424-2818\/15\/2\/242\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,10]],"date-time":"2025-10-10T18:27:51Z","timestamp":1760120871000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/1424-2818\/15\/2\/242"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,2,9]]},"references-count":55,"journal-issue":{"issue":"2","published-online":{"date-parts":[[2023,2]]}},"alternative-id":["d15020242"],"URL":"https:\/\/doi.org\/10.3390\/d15020242","relation":{},"ISSN":["1424-2818"],"issn-type":[{"type":"electronic","value":"1424-2818"}],"subject":[],"published":{"date-parts":[[2023,2,9]]}}}